{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ddba80f5-265f-4b8f-9765-fb67693eb94a",
   "metadata": {},
   "source": [
    "Chapter 14\n",
    "# 二叉树\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b48f581-54cb-4900-978f-b38ab394070f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "\n",
    "G = nx.binomial_tree(8)\n",
    "# n, int\n",
    "# Order of the binomial tree.\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw_networkx(G, node_size=20, \n",
    "                 alpha=0.5, \n",
    "                 node_color=\"blue\", \n",
    "                 with_labels=False)\n",
    "plt.axis(\"equal\")\n",
    "plt.savefig('二叉树.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
